adf-master

adf-master is a skill for Claude Code from JosiahSiegel/claude-plugin-marketplace. It costs 178 tokens per session (2,722 once invoked), scanned A, a copy of adf-master, MIT.

Reference guidance for Azure Data Factory, Microsoft's service for building data pipelines that move and process information.

In plain words
What is it for?
Working with pipeline JSON, activities, linked services, datasets, triggers, CI/CD, Databricks orchestration, and related Azure or Microsoft Fabric integrations.
Why use it?
It helps create, validate, deploy, and troubleshoot pipeline configuration while accounting for current and deprecated features.

Skill for Claude Code

Written for Claude Code: shipped in a Claude Code plugin.

Part of the adf-master plugin — 6 skills, 5 commands, 1 agent shipped together

Good fit Working with pipeline JSON, activities, linked services, datasets, triggers, CI/CD, Databricks orchestration, and related Azure or Microsoft Fabric integrations.

Compare 6 skills from other repositories ↓
Install with agentmods
npx agentmods add skills/josiahsiegel/claude-plugin-marketplace/adf-master
Install

Getting it into your agent

One page per mod, every tool's command on it. A separate URL per tool would split the same page into five that compete with each other.

Any agent
npx skills add JosiahSiegel/claude-plugin-marketplace --skill adf-master
Clone the repo
git clone --depth 1 https://github.com/JosiahSiegel/claude-plugin-marketplace

Made for: Claude Code.

Or install adf-master, the plugin that ships this one along with the rest of its 6 skills, 5 commands, 1 agent.

Wrote this? Show the measurements

A badge with what this costs and how it scanned, read live from this page, so it follows the numbers instead of freezing them. Markdown for a README, HTML for a documentation site or a project page.

agentmods badge for adf-master

README.md
[![agentmods](https://agentmods.dev/badge/skills/josiahsiegel/claude-plugin-marketplace/adf-master/github.svg)](https://agentmods.dev/skills/josiahsiegel/claude-plugin-marketplace/adf-master)
Your own site
<a href="https://agentmods.dev/skills/josiahsiegel/claude-plugin-marketplace/adf-master"><img src="https://agentmods.dev/badge/skills/josiahsiegel/claude-plugin-marketplace/adf-master/github.svg" alt="Measured on agentmods" height="20"></a>

Or the 80×15 button, for a site that already has a row of RSS and ATOM ones. Only the verdict fits; the numbers stay here.

agentmods 80×15 button for adf-master

Your own site · 80×15
<a href="https://agentmods.dev/skills/josiahsiegel/claude-plugin-marketplace/adf-master"><img src="https://agentmods.dev/badge/skills/josiahsiegel/claude-plugin-marketplace/adf-master.svg" alt="Reviewed on agentmods" width="80" height="20"></a>
Per session 178 Skills are progressive disclosure: only the name and description are preloaded; the body loads when the skill is used.
When invoked 2,722 The whole file, excluding the scripts and references it only reads on demand.
Security scan A 0 findings. A grade says what 26 rules found in the file — not that it is safe.
Origin 95% copy Near-identical to another mod in the catalogue.
Token cost

What it costs to keep this loaded

Counted locally with the o200k_base tokenizer, which is exact for GPT models; Claude uses its own tokenizer and its counts differ. Treat this as one consistent yardstick across the catalogue rather than a bill. Prices are per million input tokens.

ModelPer sessionOnce invoked
Fable 5.1 $0.00178 $0.02722
Opus 5 $0.00089 $0.01361
Sonnet 5 $0.00036 $0.00544
Haiku 4.5 $0.00018 $0.00272

Measured 12d ago against content hash 5b320149e201, method: parsed. Prices are Anthropic first-party input rates as of 2026-09-11, from the pricing page.

Security

Grade A, and why

adf-master scanned grade A with 0 findings against 26 rules in 11 categories — prompt injection, anti-refusal, data exfiltration, privilege escalation, supply chain, agent snooping, system-prompt leakage, SSRF and excessive agency — measured 12d ago.

A static scan of the body, not an audit. Every finding is printed with the line that produced it so you can judge whether it matters here. A mod is markdown that instructs an agent; that is exactly why what it instructs is worth reading.

Nothing flagged

None of the 26 patterns this scan looks for appear in this file: no shell pipes, no recursive deletes, no credential paths, no hidden text, no instruction-override or anti-refusal phrasing, no agent-config snooping. That is not a guarantee, it is the absence of the things that are checkable.

Origin

This is a copy

95% identical to adf-master — 24 lines differ, which has more behind it and is treated as the original. This page carries a canonical link to it rather than competing with it.

plugins/adf-master/skills/adf-master/SKILL.md · 323 lines

How it starts

The opening of the file, as written. The whole thing — 323 lines — stays where its author put it; the contents beside it link to each section on GitHub.

Azure Data Factory Master Knowledge Base

Deprecated Features

Apache Airflow Workflow Orchestration Manager - DEPRECATED

Status: Deprecated since early 2025. Available only for existing customers. Retirement Date: Not yet announced, but no new deployments permitted. Impact: New customers cannot provision Apache Airflow in Azure Data Factory.

Deprecation Details:

  • Apache Airflow Workflow Orchestration Manager is deprecated with no retirement date set
  • Only existing deployments can continue using this feature
  • No new Airflow integrations can be created in ADF

Migration Path:

  • Recommended: Migrate to Fabric Data Factory with native Airflow support
  • Alternative: Use standalone Apache Airflow deployments (Azure Container Instances, AKS, or VM-based)
  • Alternative: Migrate orchestration logic to native ADF pipelines with control flow activities

Why Deprecated:

  • Microsoft focus shifted to Fabric Data Factory as the unified data integration platform
  • Fabric provides modern orchestration capabilities superseding Airflow integration
  • Limited adoption and maintenance burden for standalone Airflow feature in ADF

Action Required:

  • If using Airflow in ADF: Migrate to Fabric Data Factory, standalone Airflow, or native ADF patterns
  • For new projects: Do NOT use Airflow in ADF
  • Monitor Microsoft announcements for official retirement timeline

Reference:

Feature Updates (2025-2026)

Microsoft Fabric Integration (GA)

ADF Mounting in Fabric:

  • Bring existing ADF pipelines into Fabric workspaces without rebuilding
  • Generally Available since June 2025
  • Seamless integration enables hybrid ADF + Fabric workflows

Cross-Workspace Pipeline Orchestration:

  • New Invoke Pipeline activity supports cross-platform calls
  • Invoke pipelines across Fabric, Azure Data Factory, and Synapse
  • Managed VNet support for secure cross-workspace communication

Read the full file on GitHub · 323 lines

Files

What ships with it

6 files beside SKILL.md in the same directory: the scripts, references and assets a skill reads on demand. Not counted in the per-session cost; read them before you install if any of them is executable.

Changes

What this file has done since we first saw it

Hashed on every crawl. A supply-chain change to an agent config is a question of when, not whether, so the history is kept rather than the latest state alone.

  1. 12d ago First seen · 323 lines · 178 tokens per session scan A 5b320149e201

Subscribe to this mod's changes

adf-master is a skill published in the GitHub repository JosiahSiegel/claude-plugin-marketplace (54 stars, last pushed 2mo ago), licensed MIT. It adds 178 tokens to every session and 2,722 once invoked, about $0.0009 per session on Opus 5. A static security scan graded it A with 0 findings. It is 95% identical to adf-master, differing in 24 lines, and is treated as a copy.

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